Analyzes the echo patterns of historical DeFi events on Base, identifying when current market conditions structurally resemble past situations that produced specific subsequent outcomes with statistically significant reliability. Maintains a comprehensive pattern library of historical DeFi event signatures and their observed consequences to provide echo-based probabilistic forecasting for current market situations. Delivers weekly echo pattern reports as on-chain attestations with historical match quality scores and outcome probability distributions.